Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	70000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	12
Duplicate rows (%)	< 0.1%
Total size in memory	1.7 MiB
Average record size in memory	26.0 B

Variable types

Numeric	26

Alerts

Dataset has 12 (< 0.1%) duplicate rows	Duplicates
`118` is highly overall correlated with `175` and 1 other fields	High correlation
`124` is highly overall correlated with `154` and 7 other fields	High correlation
`154` is highly overall correlated with `124` and 5 other fields	High correlation
`175` is highly overall correlated with `118` and 5 other fields	High correlation
`178` is highly overall correlated with `124` and 6 other fields	High correlation
`254` is highly overall correlated with `281`	High correlation
`281` is highly overall correlated with `254`	High correlation
`285` is highly overall correlated with `118` and 2 other fields	High correlation
`311` is highly overall correlated with `339` and 1 other fields	High correlation
`318` is highly overall correlated with `124` and 4 other fields	High correlation
`339` is highly overall correlated with `311` and 1 other fields	High correlation
`367` is highly overall correlated with `311` and 1 other fields	High correlation
`397` is highly overall correlated with `285` and 1 other fields	High correlation
`401` is highly overall correlated with `175` and 1 other fields	High correlation
`418` is highly overall correlated with `124` and 5 other fields	High correlation
`447` is highly overall correlated with `124` and 2 other fields	High correlation
`501` is highly overall correlated with `124` and 5 other fields	High correlation
`510` is highly overall correlated with `397`	High correlation
`551` is highly overall correlated with `602`	High correlation
`602` is highly overall correlated with `551`	High correlation
`label` is highly overall correlated with `124` and 4 other fields	High correlation
`54` is highly skewed (γ1 = 22.33590296)	Skewed
`112` is highly skewed (γ1 = 36.88083803)	Skewed
`447` has 55342 (79.1%) zeros	Zeros
`749` has 45269 (64.7%) zeros	Zeros
`318` has 14279 (20.4%) zeros	Zeros
`367` has 54761 (78.2%) zeros	Zeros
`281` has 66318 (94.7%) zeros	Zeros
`311` has 57826 (82.6%) zeros	Zeros
`254` has 64255 (91.8%) zeros	Zeros
`501` has 42121 (60.2%) zeros	Zeros
`54` has 69104 (98.7%) zeros	Zeros
`401` has 11990 (17.1%) zeros	Zeros
`154` has 20321 (29.0%) zeros	Zeros
`418` has 46928 (67.0%) zeros	Zeros
`339` has 55550 (79.4%) zeros	Zeros
`195` has 66310 (94.7%) zeros	Zeros
`112` has 69445 (99.2%) zeros	Zeros
`602` has 16349 (23.4%) zeros	Zeros
`175` has 35786 (51.1%) zeros	Zeros
`118` has 45098 (64.4%) zeros	Zeros
`510` has 23973 (34.2%) zeros	Zeros
`397` has 31764 (45.4%) zeros	Zeros
`124` has 23356 (33.4%) zeros	Zeros
`285` has 41300 (59.0%) zeros	Zeros
`135` has 51772 (74.0%) zeros	Zeros
`178` has 22612 (32.3%) zeros	Zeros
`551` has 11291 (16.1%) zeros	Zeros
`label` has 7000 (10.0%) zeros	Zeros

Reproduction

Analysis started	2025-03-23 16:36:26.681716
Analysis finished	2025-03-23 16:37:01.802170
Duration	35.12 seconds
Software version	ydata-profiling vv4.15.1
Download configuration	config.json

447
Real number (ℝ)

High correlation Zeros

Distinct	244
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.578229

Minimum	0
Maximum	255
Zeros	55342
Zeros (%)	79.1%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	106
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	37.302797
Coefficient of variation (CV)	2.5588017
Kurtosis	8.5463772
Mean	14.578229
Median Absolute Deviation (MAD)	0
Skewness	2.943735
Sum	1020476
Variance	1391.4986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55342	79.1%
1	475	0.7%
2	266	0.4%
3	178	0.3%
4	153	0.2%
14	146	0.2%
11	140	0.2%
5	138	0.2%
8	135	0.2%
41	132	0.2%
Other values (234)	12895	18.4%

Value	Count	Frequency (%)
0	55342	79.1%
1	475	0.7%
2	266	0.4%
3	178	0.3%
4	153	0.2%
5	138	0.2%
6	115	0.2%
7	118	0.2%
8	135	0.2%
9	94	0.1%

Value	Count	Frequency (%)
255	3	< 0.1%
250	1	< 0.1%
249	1	< 0.1%
244	1	< 0.1%
243	1	< 0.1%
242	1	< 0.1%
241	1	< 0.1%
240	1	< 0.1%
239	1	< 0.1%
238	1	< 0.1%

749
Real number (ℝ)

Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.0771

Minimum	0
Maximum	255
Zeros	45269
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	60
95-th percentile	225
Maximum	255
Range	255
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	77.092122
Coefficient of variation (CV)	1.7490289
Kurtosis	0.84251127
Mean	44.0771
Median Absolute Deviation (MAD)	0
Skewness	1.5345986
Sum	3085397
Variance	5943.1952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45269	64.7%
255	795	1.1%
1	619	0.9%
2	503	0.7%
3	385	0.5%
4	331	0.5%
5	231	0.3%
6	220	0.3%
7	160	0.2%
210	130	0.2%
Other values (246)	21357	30.5%

Value	Count	Frequency (%)
0	45269	64.7%
1	619	0.9%
2	503	0.7%
3	385	0.5%
4	331	0.5%
5	231	0.3%
6	220	0.3%
7	160	0.2%
8	122	0.2%
9	116	0.2%

Value	Count	Frequency (%)
255	795	1.1%
254	110	0.2%
253	87	0.1%
252	73	0.1%
251	74	0.1%
250	85	0.1%
249	55	0.1%
248	65	0.1%
247	64	0.1%
246	71	0.1%

318
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.61296

Minimum	0
Maximum	255
Zeros	14279
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	131
Q3	199
95-th percentile	237
Maximum	255
Range	255
Interquartile range (IQR)	191

Descriptive statistics

Standard deviation	88.042303
Coefficient of variation (CV)	0.74857656
Kurtosis	-1.489394
Mean	117.61296
Median Absolute Deviation (MAD)	80
Skewness	-0.13079058
Sum	8232907
Variance	7751.4471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14279	20.4%
1	1164	1.7%
255	1113	1.6%
2	693	1.0%
3	446	0.6%
213	441	0.6%
218	440	0.6%
217	438	0.6%
214	432	0.6%
227	415	0.6%
Other values (246)	50139	71.6%

Value	Count	Frequency (%)
0	14279	20.4%
1	1164	1.7%
2	693	1.0%
3	446	0.6%
4	281	0.4%
5	259	0.4%
6	168	0.2%
7	135	0.2%
8	120	0.2%
9	83	0.1%

Value	Count	Frequency (%)
255	1113	1.6%
254	182	0.3%
253	142	0.2%
252	90	0.1%
251	99	0.1%
250	74	0.1%
249	104	0.1%
248	77	0.1%
247	110	0.2%
246	114	0.2%

367
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.334186

Minimum	0
Maximum	255
Zeros	54761
Zeros (%)	78.2%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	176
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	53.593456
Coefficient of variation (CV)	2.7719531
Kurtosis	7.4092036
Mean	19.334186
Median Absolute Deviation (MAD)	0
Skewness	2.9155014
Sum	1353393
Variance	2872.2585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	54761	78.2%
1	1884	2.7%
2	904	1.3%
3	574	0.8%
4	388	0.6%
5	243	0.3%
255	179	0.3%
6	169	0.2%
7	124	0.2%
8	123	0.2%
Other values (246)	10651	15.2%

Value	Count	Frequency (%)
0	54761	78.2%
1	1884	2.7%
2	904	1.3%
3	574	0.8%
4	388	0.6%
5	243	0.3%
6	169	0.2%
7	124	0.2%
8	123	0.2%
9	91	0.1%

Value	Count	Frequency (%)
255	179	0.3%
254	36	0.1%
253	19	< 0.1%
252	20	< 0.1%
251	21	< 0.1%
250	20	< 0.1%
249	16	< 0.1%
248	21	< 0.1%
247	25	< 0.1%
246	24	< 0.1%

281
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4230857

Minimum	0
Maximum	255
Zeros	66318
Zeros (%)	94.7%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30.138917
Coefficient of variation (CV)	5.5575219
Kurtosis	38.512715
Mean	5.4230857
Median Absolute Deviation (MAD)	0
Skewness	6.1423097
Sum	379616
Variance	908.35435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66318	94.7%
1	285	0.4%
2	180	0.3%
3	127	0.2%
255	105	0.1%
4	76	0.1%
5	53	0.1%
6	40	0.1%
7	30	< 0.1%
8	29	< 0.1%
Other values (246)	2757	3.9%

Value	Count	Frequency (%)
0	66318	94.7%
1	285	0.4%
2	180	0.3%
3	127	0.2%
4	76	0.1%
5	53	0.1%
6	40	0.1%
7	30	< 0.1%
8	29	< 0.1%
9	27	< 0.1%

Value	Count	Frequency (%)
255	105	0.1%
254	9	< 0.1%
253	10	< 0.1%
252	8	< 0.1%
251	10	< 0.1%
250	9	< 0.1%
249	13	< 0.1%
248	2	< 0.1%
247	5	< 0.1%
246	8	< 0.1%

311
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.992071

Minimum	0
Maximum	255
Zeros	57826
Zeros (%)	82.6%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	163
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	50.67521
Coefficient of variation (CV)	2.9822856
Kurtosis	8.7250893
Mean	16.992071
Median Absolute Deviation (MAD)	0
Skewness	3.1246956
Sum	1189445
Variance	2567.9769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	57826	82.6%
1	1336	1.9%
2	601	0.9%
3	381	0.5%
4	227	0.3%
5	146	0.2%
255	118	0.2%
6	108	0.2%
7	85	0.1%
9	65	0.1%
Other values (246)	9107	13.0%

Value	Count	Frequency (%)
0	57826	82.6%
1	1336	1.9%
2	601	0.9%
3	381	0.5%
4	227	0.3%
5	146	0.2%
6	108	0.2%
7	85	0.1%
8	57	0.1%
9	65	0.1%

Value	Count	Frequency (%)
255	118	0.2%
254	30	< 0.1%
253	17	< 0.1%
252	9	< 0.1%
251	12	< 0.1%
250	17	< 0.1%
249	26	< 0.1%
248	9	< 0.1%
247	16	< 0.1%
246	19	< 0.1%

254
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.161

Minimum	0
Maximum	255
Zeros	64255
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	57
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	35.609505
Coefficient of variation (CV)	4.3633752
Kurtosis	22.798291
Mean	8.161
Median Absolute Deviation (MAD)	0
Skewness	4.7859747
Sum	571270
Variance	1268.0368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64255	91.8%
1	402	0.6%
2	237	0.3%
3	157	0.2%
4	127	0.2%
5	89	0.1%
6	61	0.1%
7	55	0.1%
255	38	0.1%
26	37	0.1%
Other values (246)	4542	6.5%

Value	Count	Frequency (%)
0	64255	91.8%
1	402	0.6%
2	237	0.3%
3	157	0.2%
4	127	0.2%
5	89	0.1%
6	61	0.1%
7	55	0.1%
8	31	< 0.1%
9	29	< 0.1%

Value	Count	Frequency (%)
255	38	0.1%
254	5	< 0.1%
253	3	< 0.1%
252	7	< 0.1%
251	7	< 0.1%
250	8	< 0.1%
249	5	< 0.1%
248	4	< 0.1%
247	8	< 0.1%
246	5	< 0.1%

501
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.530714

Minimum	0
Maximum	255
Zeros	42121
Zeros (%)	60.2%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	133
95-th percentile	221
Maximum	255
Range	255
Interquartile range (IQR)	133

Descriptive statistics

Standard deviation	84.677135
Coefficient of variation (CV)	1.4467128
Kurtosis	-0.69289474
Mean	58.530714
Median Absolute Deviation (MAD)	0
Skewness	0.99952218
Sum	4097150
Variance	7170.2173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42121	60.2%
255	272	0.4%
206	272	0.4%
209	259	0.4%
208	254	0.4%
1	252	0.4%
201	250	0.4%
200	247	0.4%
204	240	0.3%
203	238	0.3%
Other values (246)	25595	36.6%

Value	Count	Frequency (%)
0	42121	60.2%
1	252	0.4%
2	155	0.2%
3	118	0.2%
4	79	0.1%
5	89	0.1%
6	69	0.1%
7	66	0.1%
8	67	0.1%
9	67	0.1%

Value	Count	Frequency (%)
255	272	0.4%
254	58	0.1%
253	41	0.1%
252	39	0.1%
251	41	0.1%
250	46	0.1%
249	51	0.1%
248	43	0.1%
247	44	0.1%
246	55	0.1%

54
Real number (ℝ)

Skewed Zeros

Distinct	172
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.45448571

Minimum	0
Maximum	255
Zeros	69104
Zeros (%)	98.7%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.7983751
Coefficient of variation (CV)	17.15868
Kurtosis	558.83041
Mean	0.45448571
Median Absolute Deviation (MAD)	0
Skewness	22.335903
Sum	31814
Variance	60.814654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	69104	98.7%
1	261	0.4%
2	105	0.1%
3	51	0.1%
4	42	0.1%
5	38	0.1%
6	24	< 0.1%
7	11	< 0.1%
8	11	< 0.1%
12	8	< 0.1%
Other values (162)	345	0.5%

Value	Count	Frequency (%)
0	69104	98.7%
1	261	0.4%
2	105	0.1%
3	51	0.1%
4	42	0.1%
5	38	0.1%
6	24	< 0.1%
7	11	< 0.1%
8	11	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
255	8	< 0.1%
252	1	< 0.1%
249	1	< 0.1%
248	1	< 0.1%
244	1	< 0.1%
239	1	< 0.1%
238	1	< 0.1%
237	1	< 0.1%
230	1	< 0.1%
222	1	< 0.1%

401
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.71626

Minimum	0
Maximum	255
Zeros	11990
Zeros (%)	17.1%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	35
median	138
Q3	199
95-th percentile	239
Maximum	255
Range	255
Interquartile range (IQR)	164

Descriptive statistics

Standard deviation	85.554162
Coefficient of variation (CV)	0.69717056
Kurtosis	-1.3868162
Mean	122.71626
Median Absolute Deviation (MAD)	73
Skewness	-0.21078488
Sum	8590138
Variance	7319.5146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11990	17.1%
255	1201	1.7%
1	843	1.2%
2	562	0.8%
217	423	0.6%
221	415	0.6%
219	409	0.6%
212	402	0.6%
214	402	0.6%
226	400	0.6%
Other values (246)	52953	75.6%

Value	Count	Frequency (%)
0	11990	17.1%
1	843	1.2%
2	562	0.8%
3	372	0.5%
4	298	0.4%
5	211	0.3%
6	184	0.3%
7	160	0.2%
8	115	0.2%
9	116	0.2%

Value	Count	Frequency (%)
255	1201	1.7%
254	190	0.3%
253	162	0.2%
252	124	0.2%
251	106	0.2%
250	109	0.2%
249	120	0.2%
248	122	0.2%
247	133	0.2%
246	136	0.2%

154
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110.25346

Minimum	0
Maximum	255
Zeros	20321
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	121
Q3	200
95-th percentile	235
Maximum	255
Range	255
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	92.155075
Coefficient of variation (CV)	0.83584749
Kurtosis	-1.6301095
Mean	110.25346
Median Absolute Deviation (MAD)	95
Skewness	-0.026976709
Sum	7717742
Variance	8492.5579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20321	29.0%
1	761	1.1%
255	518	0.7%
2	487	0.7%
224	472	0.7%
225	464	0.7%
218	460	0.7%
217	455	0.7%
229	455	0.7%
226	448	0.6%
Other values (246)	45159	64.5%

Value	Count	Frequency (%)
0	20321	29.0%
1	761	1.1%
2	487	0.7%
3	341	0.5%
4	228	0.3%
5	184	0.3%
6	145	0.2%
7	103	0.1%
8	92	0.1%
9	65	0.1%

Value	Count	Frequency (%)
255	518	0.7%
254	127	0.2%
253	81	0.1%
252	79	0.1%
251	65	0.1%
250	71	0.1%
249	84	0.1%
248	96	0.1%
247	102	0.1%
246	117	0.2%

418
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.030014

Minimum	0
Maximum	255
Zeros	46928
Zeros (%)	67.0%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	89
95-th percentile	234
Maximum	255
Range	255
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	84.069937
Coefficient of variation (CV)	1.68039
Kurtosis	0.12400949
Mean	50.030014
Median Absolute Deviation (MAD)	0
Skewness	1.3326018
Sum	3502101
Variance	7067.7543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46928	67.0%
255	1377	2.0%
1	436	0.6%
2	313	0.4%
3	174	0.2%
221	168	0.2%
4	159	0.2%
211	158	0.2%
210	156	0.2%
207	155	0.2%
Other values (246)	19976	28.5%

Value	Count	Frequency (%)
0	46928	67.0%
1	436	0.6%
2	313	0.4%
3	174	0.2%
4	159	0.2%
5	109	0.2%
6	82	0.1%
7	77	0.1%
8	52	0.1%
9	37	0.1%

Value	Count	Frequency (%)
255	1377	2.0%
254	128	0.2%
253	91	0.1%
252	73	0.1%
251	91	0.1%
250	74	0.1%
249	95	0.1%
248	83	0.1%
247	103	0.1%
246	105	0.1%

339
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.514786

Minimum	0
Maximum	255
Zeros	55550
Zeros (%)	79.4%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	168
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	51.617201
Coefficient of variation (CV)	2.9470644
Kurtosis	8.5179635
Mean	17.514786
Median Absolute Deviation (MAD)	0
Skewness	3.0963649
Sum	1226035
Variance	2664.3354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55550	79.4%
1	2191	3.1%
2	1131	1.6%
3	639	0.9%
4	416	0.6%
5	296	0.4%
6	162	0.2%
255	145	0.2%
7	98	0.1%
8	89	0.1%
Other values (246)	9283	13.3%

Value	Count	Frequency (%)
0	55550	79.4%
1	2191	3.1%
2	1131	1.6%
3	639	0.9%
4	416	0.6%
5	296	0.4%
6	162	0.2%
7	98	0.1%
8	89	0.1%
9	65	0.1%

Value	Count	Frequency (%)
255	145	0.2%
254	30	< 0.1%
253	22	< 0.1%
252	11	< 0.1%
251	20	< 0.1%
250	17	< 0.1%
249	21	< 0.1%
248	18	< 0.1%
247	34	< 0.1%
246	27	< 0.1%

195
Real number (ℝ)

Zeros

Distinct	214
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1754571

Minimum	0
Maximum	255
Zeros	66310
Zeros (%)	94.7%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14.724738
Coefficient of variation (CV)	6.7685719
Kurtosis	80.766718
Mean	2.1754571
Median Absolute Deviation (MAD)	0
Skewness	8.4747794
Sum	152282
Variance	216.81791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66310	94.7%
1	718	1.0%
2	371	0.5%
3	222	0.3%
4	127	0.2%
5	78	0.1%
6	47	0.1%
11	32	< 0.1%
19	31	< 0.1%
15	31	< 0.1%
Other values (204)	2033	2.9%

Value	Count	Frequency (%)
0	66310	94.7%
1	718	1.0%
2	371	0.5%
3	222	0.3%
4	127	0.2%
5	78	0.1%
6	47	0.1%
7	29	< 0.1%
8	26	< 0.1%
9	24	< 0.1%

Value	Count	Frequency (%)
255	2	< 0.1%
241	1	< 0.1%
240	1	< 0.1%
239	1	< 0.1%
231	1	< 0.1%
230	1	< 0.1%
222	2	< 0.1%
218	1	< 0.1%
217	1	< 0.1%
215	1	< 0.1%

112
Real number (ℝ)

Skewed Zeros

Distinct	87
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1203

Minimum	0
Maximum	188
Zeros	69445
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	188
Range	188
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.1439735
Coefficient of variation (CV)	26.134443
Kurtosis	1561.164
Mean	0.1203
Median Absolute Deviation (MAD)	0
Skewness	36.880838
Sum	8421
Variance	9.8845691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	69445	99.2%
1	226	0.3%
2	85	0.1%
3	39	0.1%
4	31	< 0.1%
5	20	< 0.1%
6	12	< 0.1%
7	8	< 0.1%
8	6	< 0.1%
13	5	< 0.1%
Other values (77)	123	0.2%

Value	Count	Frequency (%)
0	69445	99.2%
1	226	0.3%
2	85	0.1%
3	39	0.1%
4	31	< 0.1%
5	20	< 0.1%
6	12	< 0.1%
7	8	< 0.1%
8	6	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
188	1	< 0.1%
180	1	< 0.1%
173	1	< 0.1%
169	1	< 0.1%
162	1	< 0.1%
155	1	< 0.1%
149	1	< 0.1%
144	1	< 0.1%
142	1	< 0.1%
135	1	< 0.1%

602
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.79741

Minimum	0
Maximum	255
Zeros	16349
Zeros (%)	23.4%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15
median	148
Q3	208
95-th percentile	236
Maximum	255
Range	255
Interquartile range (IQR)	193

Descriptive statistics

Standard deviation	89.47303
Coefficient of variation (CV)	0.71694618
Kurtosis	-1.4907994
Mean	124.79741
Median Absolute Deviation (MAD)	72
Skewness	-0.278416
Sum	8735819
Variance	8005.423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16349	23.4%
219	577	0.8%
230	566	0.8%
223	544	0.8%
228	542	0.8%
224	540	0.8%
221	538	0.8%
222	534	0.8%
226	524	0.7%
229	519	0.7%
Other values (246)	48767	69.7%

Value	Count	Frequency (%)
0	16349	23.4%
1	144	0.2%
2	123	0.2%
3	122	0.2%
4	78	0.1%
5	85	0.1%
6	79	0.1%
7	67	0.1%
8	76	0.1%
9	55	0.1%

Value	Count	Frequency (%)
255	447	0.6%
254	102	0.1%
253	62	0.1%
252	73	0.1%
251	78	0.1%
250	75	0.1%
249	92	0.1%
248	97	0.1%
247	112	0.2%
246	142	0.2%

175
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.525286

Minimum	0
Maximum	255
Zeros	35786
Zeros (%)	51.1%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	163
95-th percentile	227
Maximum	255
Range	255
Interquartile range (IQR)	163

Descriptive statistics

Standard deviation	89.074362
Coefficient of variation (CV)	1.2281835
Kurtosis	-1.2300285
Mean	72.525286
Median Absolute Deviation (MAD)	0
Skewness	0.67380708
Sum	5076770
Variance	7934.2419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35786	51.1%
1	450	0.6%
2	319	0.5%
219	305	0.4%
216	302	0.4%
223	301	0.4%
214	287	0.4%
218	287	0.4%
209	286	0.4%
215	286	0.4%
Other values (246)	31391	44.8%

Value	Count	Frequency (%)
0	35786	51.1%
1	450	0.6%
2	319	0.5%
3	278	0.4%
4	212	0.3%
5	155	0.2%
6	99	0.1%
7	93	0.1%
8	75	0.1%
9	56	0.1%

Value	Count	Frequency (%)
255	202	0.3%
254	58	0.1%
253	38	0.1%
252	31	< 0.1%
251	35	0.1%
250	43	0.1%
249	44	0.1%
248	61	0.1%
247	49	0.1%
246	57	0.1%

118
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.289986

Minimum	0
Maximum	255
Zeros	45098
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	85
95-th percentile	218
Maximum	255
Range	255
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	77.348518
Coefficient of variation (CV)	1.6356215
Kurtosis	0.21615464
Mean	47.289986
Median Absolute Deviation (MAD)	0
Skewness	1.3340948
Sum	3310299
Variance	5982.7932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45098	64.4%
1	553	0.8%
2	364	0.5%
3	202	0.3%
218	155	0.2%
211	152	0.2%
223	152	0.2%
216	149	0.2%
220	148	0.2%
229	146	0.2%
Other values (246)	22881	32.7%

Value	Count	Frequency (%)
0	45098	64.4%
1	553	0.8%
2	364	0.5%
3	202	0.3%
4	143	0.2%
5	122	0.2%
6	82	0.1%
7	85	0.1%
8	84	0.1%
9	71	0.1%

Value	Count	Frequency (%)
255	118	0.2%
254	49	0.1%
253	32	< 0.1%
252	29	< 0.1%
251	35	0.1%
250	43	0.1%
249	53	0.1%
248	64	0.1%
247	50	0.1%
246	50	0.1%

510
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.500229

Minimum	0
Maximum	255
Zeros	23973
Zeros (%)	34.2%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	82
Q3	189
95-th percentile	242
Maximum	255
Range	255
Interquartile range (IQR)	189

Descriptive statistics

Standard deviation	93.272719
Coefficient of variation (CV)	0.96655438
Kurtosis	-1.5398641
Mean	96.500229
Median Absolute Deviation (MAD)	82
Skewness	0.27532097
Sum	6755016
Variance	8699.8001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23973	34.2%
255	1527	2.2%
1	805	1.1%
2	720	1.0%
3	477	0.7%
4	333	0.5%
220	320	0.5%
216	319	0.5%
221	314	0.4%
206	307	0.4%
Other values (246)	40905	58.4%

Value	Count	Frequency (%)
0	23973	34.2%
1	805	1.1%
2	720	1.0%
3	477	0.7%
4	333	0.5%
5	233	0.3%
6	169	0.2%
7	149	0.2%
8	121	0.2%
9	109	0.2%

Value	Count	Frequency (%)
255	1527	2.2%
254	233	0.3%
253	155	0.2%
252	123	0.2%
251	142	0.2%
250	127	0.2%
249	132	0.2%
248	144	0.2%
247	150	0.2%
246	180	0.3%

397
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.081686

Minimum	0
Maximum	255
Zeros	31764
Zeros (%)	45.4%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	155
95-th percentile	235
Maximum	255
Range	255
Interquartile range (IQR)	155

Descriptive statistics

Standard deviation	89.282864
Coefficient of variation (CV)	1.25606
Kurtosis	-1.0366669
Mean	71.081686
Median Absolute Deviation (MAD)	2
Skewness	0.76993086
Sum	4975718
Variance	7971.4299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31764	45.4%
1	2072	3.0%
2	1297	1.9%
255	999	1.4%
3	890	1.3%
4	548	0.8%
5	326	0.5%
211	233	0.3%
204	228	0.3%
215	218	0.3%
Other values (246)	31425	44.9%

Value	Count	Frequency (%)
0	31764	45.4%
1	2072	3.0%
2	1297	1.9%
3	890	1.3%
4	548	0.8%
5	326	0.5%
6	206	0.3%
7	127	0.2%
8	112	0.2%
9	85	0.1%

Value	Count	Frequency (%)
255	999	1.4%
254	199	0.3%
253	135	0.2%
252	105	0.1%
251	95	0.1%
250	101	0.1%
249	108	0.2%
248	72	0.1%
247	96	0.1%
246	95	0.1%

124
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.0203

Minimum	0
Maximum	255
Zeros	23356
Zeros (%)	33.4%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	107
Q3	198
95-th percentile	234
Maximum	255
Range	255
Interquartile range (IQR)	198

Descriptive statistics

Standard deviation	93.147495
Coefficient of variation (CV)	0.8954742
Kurtosis	-1.6492916
Mean	104.0203
Median Absolute Deviation (MAD)	107
Skewness	0.084661921
Sum	7281421
Variance	8676.4558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23356	33.4%
1	647	0.9%
222	468	0.7%
224	464	0.7%
226	460	0.7%
221	458	0.7%
225	452	0.6%
227	439	0.6%
231	432	0.6%
216	431	0.6%
Other values (246)	42393	60.6%

Value	Count	Frequency (%)
0	23356	33.4%
1	647	0.9%
2	378	0.5%
3	289	0.4%
4	225	0.3%
5	153	0.2%
6	135	0.2%
7	101	0.1%
8	86	0.1%
9	87	0.1%

Value	Count	Frequency (%)
255	405	0.6%
254	81	0.1%
253	84	0.1%
252	56	0.1%
251	70	0.1%
250	65	0.1%
249	74	0.1%
248	83	0.1%
247	102	0.1%
246	95	0.1%

285
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.101543

Minimum	0
Maximum	255
Zeros	41300
Zeros (%)	59.0%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	128
95-th percentile	229
Maximum	255
Range	255
Interquartile range (IQR)	128

Descriptive statistics

Standard deviation	85.866654
Coefficient of variation (CV)	1.4528665
Kurtosis	-0.57601533
Mean	59.101543
Median Absolute Deviation (MAD)	0
Skewness	1.0355285
Sum	4137108
Variance	7373.0823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41300	59.0%
1	675	1.0%
255	612	0.9%
2	362	0.5%
3	248	0.4%
214	208	0.3%
218	206	0.3%
215	203	0.3%
220	202	0.3%
216	193	0.3%
Other values (246)	25791	36.8%

Value	Count	Frequency (%)
0	41300	59.0%
1	675	1.0%
2	362	0.5%
3	248	0.4%
4	159	0.2%
5	106	0.2%
6	105	0.1%
7	83	0.1%
8	50	0.1%
9	58	0.1%

Value	Count	Frequency (%)
255	612	0.9%
254	116	0.2%
253	100	0.1%
252	92	0.1%
251	64	0.1%
250	71	0.1%
249	76	0.1%
248	64	0.1%
247	93	0.1%
246	102	0.1%

135
Real number (ℝ)

Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.4872

Minimum	0
Maximum	255
Zeros	51772
Zeros (%)	74.0%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	197
Maximum	255
Range	255
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	62.182214
Coefficient of variation (CV)	2.2622244
Kurtosis	3.6671539
Mean	27.4872
Median Absolute Deviation (MAD)	0
Skewness	2.2354324
Sum	1924104
Variance	3866.6277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	51772	74.0%
1	1221	1.7%
2	726	1.0%
3	425	0.6%
4	260	0.4%
5	210	0.3%
6	159	0.2%
255	120	0.2%
7	108	0.2%
10	98	0.1%
Other values (246)	14901	21.3%

Value	Count	Frequency (%)
0	51772	74.0%
1	1221	1.7%
2	726	1.0%
3	425	0.6%
4	260	0.4%
5	210	0.3%
6	159	0.2%
7	108	0.2%
8	92	0.1%
9	88	0.1%

Value	Count	Frequency (%)
255	120	0.2%
254	28	< 0.1%
253	21	< 0.1%
252	19	< 0.1%
251	23	< 0.1%
250	28	< 0.1%
249	19	< 0.1%
248	25	< 0.1%
247	33	< 0.1%
246	31	< 0.1%

178
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103.16616

Minimum	0
Maximum	255
Zeros	22612
Zeros (%)	32.3%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	105
Q3	193
95-th percentile	234
Maximum	255
Range	255
Interquartile range (IQR)	193

Descriptive statistics

Standard deviation	91.455877
Coefficient of variation (CV)	0.88649107
Kurtosis	-1.599432
Mean	103.16616
Median Absolute Deviation (MAD)	105
Skewness	0.10024771
Sum	7221631
Variance	8364.1774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22612	32.3%
1	733	1.0%
255	731	1.0%
216	424	0.6%
220	405	0.6%
225	400	0.6%
219	396	0.6%
215	394	0.6%
224	393	0.6%
223	388	0.6%
Other values (246)	43124	61.6%

Value	Count	Frequency (%)
0	22612	32.3%
1	733	1.0%
2	380	0.5%
3	241	0.3%
4	190	0.3%
5	145	0.2%
6	127	0.2%
7	90	0.1%
8	75	0.1%
9	55	0.1%

Value	Count	Frequency (%)
255	731	1.0%
254	167	0.2%
253	108	0.2%
252	59	0.1%
251	59	0.1%
250	58	0.1%
249	92	0.1%
248	81	0.1%
247	87	0.1%
246	108	0.2%

551
Real number (ℝ)

High correlation Zeros

Distinct	256
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.41063

Minimum	0
Maximum	255
Zeros	11291
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	37
median	139
Q3	204
95-th percentile	241
Maximum	255
Range	255
Interquartile range (IQR)	167

Descriptive statistics

Standard deviation	86.306956
Coefficient of variation (CV)	0.69372655
Kurtosis	-1.4267669
Mean	124.41063
Median Absolute Deviation (MAD)	76
Skewness	-0.18937507
Sum	8708744
Variance	7448.8907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11291	16.1%
255	1344	1.9%
222	472	0.7%
209	468	0.7%
218	459	0.7%
214	454	0.6%
219	446	0.6%
213	445	0.6%
223	444	0.6%
206	442	0.6%
Other values (246)	53735	76.8%

Value	Count	Frequency (%)
0	11291	16.1%
1	396	0.6%
2	277	0.4%
3	210	0.3%
4	186	0.3%
5	160	0.2%
6	137	0.2%
7	145	0.2%
8	130	0.2%
9	121	0.2%

Value	Count	Frequency (%)
255	1344	1.9%
254	204	0.3%
253	174	0.2%
252	151	0.2%
251	139	0.2%
250	132	0.2%
249	140	0.2%
248	148	0.2%
247	139	0.2%
246	144	0.2%

label
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5

Minimum	0
Maximum	9
Zeros	7000
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4.5
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8723018
Coefficient of variation (CV)	0.6382893
Kurtosis	-1.2242442
Mean	4.5
Median Absolute Deviation (MAD)	2.5
Skewness	0
Sum	315000
Variance	8.2501179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	7000	10.0%
0	7000	10.0%
3	7000	10.0%
2	7000	10.0%
7	7000	10.0%
5	7000	10.0%
1	7000	10.0%
6	7000	10.0%
4	7000	10.0%
8	7000	10.0%

Value	Count	Frequency (%)
0	7000	10.0%
1	7000	10.0%
2	7000	10.0%
3	7000	10.0%
4	7000	10.0%
5	7000	10.0%
6	7000	10.0%
7	7000	10.0%
8	7000	10.0%
9	7000	10.0%

Value	Count	Frequency (%)
9	7000	10.0%
8	7000	10.0%
7	7000	10.0%
6	7000	10.0%
5	7000	10.0%
4	7000	10.0%
3	7000	10.0%
2	7000	10.0%
1	7000	10.0%
0	7000	10.0%

Interactions

Correlations

	112	118	124	135	154	175	178	195	254	281	285	311	318	339	367	397	401	418	447	501	510	54	551	602	749	label
112	1.000	0.076	0.003	0.101	0.014	0.070	0.039	0.154	0.252	0.285	0.105	0.178	0.043	0.160	0.150	0.087	0.040	0.084	0.055	0.081	0.059	0.070	0.042	0.042	-0.007	0.067
118	0.076	1.000	0.426	0.392	0.348	0.735	0.403	-0.084	0.135	0.018	0.721	0.211	0.342	0.137	0.143	0.395	0.368	-0.384	-0.309	-0.327	0.201	0.001	0.288	0.286	0.408	-0.346
124	0.003	0.426	1.000	0.071	0.823	0.540	0.798	-0.189	-0.058	-0.119	0.320	-0.070	0.679	-0.149	-0.149	0.031	0.373	-0.645	-0.510	-0.632	-0.091	-0.030	0.165	0.352	0.290	-0.600
135	0.101	0.392	0.071	1.000	0.150	0.255	0.030	0.110	0.182	0.050	0.247	0.195	-0.025	0.123	0.109	-0.001	-0.018	0.020	-0.046	0.117	-0.065	0.200	0.171	0.230	0.181	-0.076
154	0.014	0.348	0.823	0.150	1.000	0.477	0.765	-0.102	-0.046	-0.092	0.249	-0.087	0.609	-0.170	-0.174	-0.051	0.277	-0.549	-0.445	-0.529	-0.139	0.028	0.165	0.378	0.221	-0.526
175	0.070	0.735	0.540	0.255	0.477	1.000	0.601	-0.063	0.169	0.093	0.714	0.191	0.518	0.112	0.113	0.447	0.503	-0.438	-0.346	-0.397	0.320	-0.028	0.396	0.444	0.465	-0.338
178	0.039	0.403	0.798	0.030	0.765	0.601	1.000	-0.125	0.061	0.019	0.381	0.038	0.776	-0.044	-0.047	0.103	0.466	-0.592	-0.466	-0.579	-0.027	-0.053	0.215	0.347	0.280	-0.565
195	0.154	-0.084	-0.189	0.110	-0.102	-0.063	-0.125	1.000	0.202	0.247	-0.009	0.115	-0.130	0.103	0.104	-0.019	-0.115	0.268	0.182	0.290	0.072	0.077	0.090	0.104	-0.106	0.265
254	0.252	0.135	-0.058	0.182	-0.046	0.169	0.061	0.202	1.000	0.609	0.347	0.489	0.129	0.435	0.413	0.205	0.137	0.166	0.110	0.184	0.118	0.061	0.140	0.103	0.033	0.105
281	0.285	0.018	-0.119	0.050	-0.092	0.093	0.019	0.247	0.609	1.000	0.269	0.461	0.110	0.433	0.411	0.227	0.117	0.232	0.170	0.231	0.169	0.056	0.115	0.072	-0.045	0.214
285	0.105	0.721	0.320	0.247	0.249	0.714	0.381	-0.009	0.347	0.269	1.000	0.393	0.406	0.332	0.350	0.657	0.445	-0.238	-0.197	-0.169	0.418	-0.011	0.357	0.324	0.398	-0.144
311	0.178	0.211	-0.070	0.195	-0.087	0.191	0.038	0.115	0.489	0.461	0.393	1.000	0.139	0.684	0.682	0.346	0.187	0.162	0.112	0.217	0.148	0.035	0.150	0.075	0.059	0.106
318	0.043	0.342	0.679	-0.025	0.609	0.518	0.776	-0.130	0.129	0.110	0.406	0.139	1.000	0.054	0.073	0.240	0.570	-0.462	-0.349	-0.469	0.061	-0.065	0.234	0.314	0.245	-0.443
339	0.160	0.137	-0.149	0.123	-0.170	0.112	-0.044	0.103	0.435	0.433	0.332	0.684	0.054	1.000	0.676	0.381	0.173	0.235	0.180	0.294	0.212	0.027	0.126	0.014	0.022	0.187
367	0.150	0.143	-0.149	0.109	-0.174	0.113	-0.047	0.104	0.413	0.411	0.350	0.682	0.073	0.676	1.000	0.378	0.181	0.233	0.171	0.312	0.248	0.025	0.138	0.028	0.029	0.205
397	0.087	0.395	0.031	-0.001	-0.051	0.447	0.103	-0.019	0.205	0.227	0.657	0.346	0.240	0.381	0.378	1.000	0.420	0.036	0.064	0.070	0.627	-0.035	0.251	0.106	0.287	0.155
401	0.040	0.368	0.373	-0.018	0.277	0.503	0.466	-0.115	0.137	0.117	0.445	0.187	0.570	0.173	0.181	0.420	1.000	-0.191	-0.131	-0.227	0.302	-0.074	0.388	0.278	0.265	-0.176
418	0.084	-0.384	-0.645	0.020	-0.549	-0.438	-0.592	0.268	0.166	0.232	-0.238	0.162	-0.462	0.235	0.233	0.036	-0.191	1.000	0.718	0.772	0.180	0.101	-0.004	-0.159	-0.339	0.642
447	0.055	-0.309	-0.510	-0.046	-0.445	-0.346	-0.466	0.182	0.110	0.170	-0.197	0.112	-0.349	0.180	0.171	0.064	-0.131	0.718	1.000	0.528	0.108	0.048	-0.066	-0.215	-0.289	0.466
501	0.081	-0.327	-0.632	0.117	-0.529	-0.397	-0.579	0.290	0.184	0.231	-0.169	0.217	-0.469	0.294	0.312	0.070	-0.227	0.772	0.528	1.000	0.254	0.133	0.084	-0.072	-0.287	0.661
510	0.059	0.201	-0.091	-0.065	-0.139	0.320	-0.027	0.072	0.118	0.169	0.418	0.148	0.061	0.212	0.248	0.627	0.302	0.180	0.108	0.254	1.000	-0.036	0.346	0.197	0.231	0.343
54	0.070	0.001	-0.030	0.200	0.028	-0.028	-0.053	0.077	0.061	0.056	-0.011	0.035	-0.065	0.027	0.025	-0.035	-0.074	0.101	0.048	0.133	-0.036	1.000	0.031	0.050	0.059	0.093
551	0.042	0.288	0.165	0.171	0.165	0.396	0.215	0.090	0.140	0.115	0.357	0.150	0.234	0.126	0.138	0.251	0.388	-0.004	-0.066	0.084	0.346	0.031	1.000	0.548	0.246	0.169
602	0.042	0.286	0.352	0.230	0.378	0.444	0.347	0.104	0.103	0.072	0.324	0.075	0.314	0.014	0.028	0.106	0.278	-0.159	-0.215	-0.072	0.197	0.050	0.548	1.000	0.297	0.055
749	-0.007	0.408	0.290	0.181	0.221	0.465	0.280	-0.106	0.033	-0.045	0.398	0.059	0.245	0.022	0.029	0.287	0.265	-0.339	-0.289	-0.287	0.231	0.059	0.246	0.297	1.000	-0.144
label	0.067	-0.346	-0.600	-0.076	-0.526	-0.338	-0.565	0.265	0.105	0.214	-0.144	0.106	-0.443	0.187	0.205	0.155	-0.176	0.642	0.466	0.661	0.343	0.093	0.169	0.055	-0.144	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	447	749	318	367	311	501	401	154	418	339	195	602	175	118	510	397	124	285	135	178	551	label
0	0	0	3	0	0	232	0	102	77	0	15	220	0	0	211	7	3	0	3	0	219	9
1	0	162	208	0	0	0	199	48	0	0	0	215	203	199	0	1	250	223	222	0	195	0
2	0	0	88	0	0	0	96	63	0	0	0	87	0	0	0	0	59	0	0	88	102	0
3	0	100	135	0	0	0	167	119	0	0	0	144	221	167	0	0	131	0	0	135	117	3
4	0	0	216	0	0	0	249	162	0	0	0	220	0	0	0	0	255	0	0	213	247	0
5	0	0	97	0	0	0	192	211	0	0	0	184	217	180	223	193	187	198	90	185	206	2
6	137	0	0	3	0	198	209	0	200	2	0	0	0	0	76	0	0	0	0	0	66	7
7	0	0	228	90	101	255	237	235	1	102	0	230	254	254	237	225	234	230	73	234	221	2
8	0	0	0	0	0	76	0	41	45	0	0	181	0	0	0	0	0	0	142	0	0	5
9	0	1	0	0	0	118	0	0	20	0	0	242	0	0	208	0	3	0	27	0	0	5

	447	749	318	367	311	501	401	154	418	339	602	175	118	510	397	124	285	135	178	551	label
69990	0	11	0	0	0	179	0	245	2	0	56	0	0	0	0	24	0	234	4	6	5
69991	0	8	101	29	0	0	118	109	0	13	71	146	153	100	250	74	198	0	107	181	6
69992	0	229	210	0	0	0	194	0	0	0	212	0	0	203	0	92	0	0	40	168	8
69993	23	0	0	0	0	176	0	0	214	0	185	0	0	0	0	0	0	3	0	156	9
69994	0	0	232	0	0	0	0	203	0	0	0	0	0	0	0	199	0	0	250	0	1
69995	0	0	0	0	0	174	6	39	37	0	211	0	0	153	0	0	0	0	0	102	9
69996	0	0	67	0	0	0	0	38	0	0	0	0	0	0	0	176	0	0	83	0	1
69997	0	0	0	0	0	0	0	0	0	0	197	0	0	0	0	0	0	0	85	186	8
69998	0	0	104	0	0	0	0	202	0	0	0	0	0	0	0	192	0	0	197	0	1
69999	1	0	0	0	1	74	45	0	76	0	56	0	0	74	71	0	5	0	1	112	5

Duplicate rows

Most frequently occurring

	318	401	154	602	124	178	551	label	# duplicates
0	207	214	221	201	217	206	236	0	2
1	253	0	222	0	227	255	0	1	2
2	255	0	230	0	230	255	0	1	2
3	255	0	232	0	234	255	0	1	2
4	255	0	234	0	239	239	0	1	2
5	255	0	234	0	241	255	0	1	2
6	255	0	236	0	241	255	0	1	2
7	255	0	237	0	239	255	0	1	2
8	255	0	238	0	239	255	0	1	2
9	255	0	239	0	238	255	0	1	2

	447	749	318	367	311	501	401	154	418	339	195	602	175	118	510	397	124	285	135	178	551	label
0	0	0	3	0	0	232	0	102	77	0	15	220	0	0	211	7	3	0	3	0	219	9
1	0	162	208	0	0	0	199	48	0	0	0	215	203	199	0	1	250	223	222	0	195	0
2	0	0	88	0	0	0	96	63	0	0	0	87	0	0	0	0	59	0	0	88	102	0
3	0	100	135	0	0	0	167	119	0	0	0	144	221	167	0	0	131	0	0	135	117	3
4	0	0	216	0	0	0	249	162	0	0	0	220	0	0	0	0	255	0	0	213	247	0
5	0	0	97	0	0	0	192	211	0	0	0	184	217	180	223	193	187	198	90	185	206	2
6	137	0	0	3	0	198	209	0	200	2	0	0	0	0	76	0	0	0	0	0	66	7
7	0	0	228	90	101	255	237	235	1	102	0	230	254	254	237	225	234	230	73	234	221	2
8	0	0	0	0	0	76	0	41	45	0	0	181	0	0	0	0	0	0	142	0	0	5
9	0	1	0	0	0	118	0	0	20	0	0	242	0	0	208	0	3	0	27	0	0	5

	318	401	154	602	124	178	551	label	# duplicates
0	207	214	221	201	217	206	236	0	2
1	253	0	222	0	227	255	0	1	2
2	255	0	230	0	230	255	0	1	2
3	255	0	232	0	234	255	0	1	2
4	255	0	234	0	239	239	0	1	2
5	255	0	234	0	241	255	0	1	2
6	255	0	236	0	241	255	0	1	2
7	255	0	237	0	239	255	0	1	2
8	255	0	238	0	239	255	0	1	2
9	255	0	239	0	238	255	0	1	2

	447	749	318	367	311	501	401	154	418	339	195	602	175	118	510	397	124	285	135	178	551	label
0	0	0	3	0	0	232	0	102	77	0	15	220	0	0	211	7	3	0	3	0	219	9
1	0	162	208	0	0	0	199	48	0	0	0	215	203	199	0	1	250	223	222	0	195	0
2	0	0	88	0	0	0	96	63	0	0	0	87	0	0	0	0	59	0	0	88	102	0
3	0	100	135	0	0	0	167	119	0	0	0	144	221	167	0	0	131	0	0	135	117	3
4	0	0	216	0	0	0	249	162	0	0	0	220	0	0	0	0	255	0	0	213	247	0
5	0	0	97	0	0	0	192	211	0	0	0	184	217	180	223	193	187	198	90	185	206	2
6	137	0	0	3	0	198	209	0	200	2	0	0	0	0	76	0	0	0	0	0	66	7
7	0	0	228	90	101	255	237	235	1	102	0	230	254	254	237	225	234	230	73	234	221	2
8	0	0	0	0	0	76	0	41	45	0	0	181	0	0	0	0	0	0	142	0	0	5
9	0	1	0	0	0	118	0	0	20	0	0	242	0	0	208	0	3	0	27	0	0	5

	318	401	154	602	124	178	551	label	# duplicates
0	207	214	221	201	217	206	236	0	2
1	253	0	222	0	227	255	0	1	2
2	255	0	230	0	230	255	0	1	2
3	255	0	232	0	234	255	0	1	2
4	255	0	234	0	239	239	0	1	2
5	255	0	234	0	241	255	0	1	2
6	255	0	236	0	241	255	0	1	2
7	255	0	237	0	239	255	0	1	2
8	255	0	238	0	239	255	0	1	2
9	255	0	239	0	238	255	0	1	2

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

	447	749	318	367	311	501	401	154	418	339	195	602	175	118	510	397	124	285	135	178	551	label
0	0	0	3	0	0	232	0	102	77	0	15	220	0	0	211	7	3	0	3	0	219	9
1	0	162	208	0	0	0	199	48	0	0	0	215	203	199	0	1	250	223	222	0	195	0
2	0	0	88	0	0	0	96	63	0	0	0	87	0	0	0	0	59	0	0	88	102	0
3	0	100	135	0	0	0	167	119	0	0	0	144	221	167	0	0	131	0	0	135	117	3
4	0	0	216	0	0	0	249	162	0	0	0	220	0	0	0	0	255	0	0	213	247	0
5	0	0	97	0	0	0	192	211	0	0	0	184	217	180	223	193	187	198	90	185	206	2
6	137	0	0	3	0	198	209	0	200	2	0	0	0	0	76	0	0	0	0	0	66	7
7	0	0	228	90	101	255	237	235	1	102	0	230	254	254	237	225	234	230	73	234	221	2
8	0	0	0	0	0	76	0	41	45	0	0	181	0	0	0	0	0	0	142	0	0	5
9	0	1	0	0	0	118	0	0	20	0	0	242	0	0	208	0	3	0	27	0	0	5

	318	401	154	602	124	178	551	label	# duplicates
0	207	214	221	201	217	206	236	0	2
1	253	0	222	0	227	255	0	1	2
2	255	0	230	0	230	255	0	1	2
3	255	0	232	0	234	255	0	1	2
4	255	0	234	0	239	239	0	1	2
5	255	0	234	0	241	255	0	1	2
6	255	0	236	0	241	255	0	1	2
7	255	0	237	0	239	255	0	1	2
8	255	0	238	0	239	255	0	1	2
9	255	0	239	0	238	255	0	1	2